📘Guide to Pydantic for Python Developers

🦾Plus: ‍🚀 Canva launches 'Creative Operating System’

Hey folks! Let’s get into Big Data and AI craziness…

In today's edition: What's Shaping the Future of Data?

  • 📊10 Benefits of Starting Your Career As A Data Analyst

  • 🧠Dive into Transformer architectures: stacks, modern LLMs

  • ⚡Cognition releases a faster coding agent

  • 📱 ML Kit's Prompt API: Unlock Custom On-Device Gemini Nano Experiences

  • 🧐 OpenAI launches Aardvark, an Agentic security researcher

  • 🚀Perplexity launched Patents

  • 💡 AI Tutorial:How to turn AI research into slides in minutes

  • 🤖 AI Tools and Data Tools to checkout

In this article, you will learn how to use Pydantic to validate, parse, and serialize structured data in Python using type hints. Python’s flexibility with data types is convenient when coding, but it can lead to runtime errors when your code receives unexpected data formats. Such errors are especially common when you’re working with APIs, processing configuration files, or handling user input.

Is a career in data analysis a good choice? Yes. Data analysis is a good career choice. Every day the amount of data that is created, copied, captured, and consumed keeps increasing rapidly. That is why the need for people to process data will also keep increasing.

The article breaks down Transformer architectures from first principles, attention, positional encoding, encoder/decoder stacks. It discusses how they replaced RNNs and how modern LLMs like GPT3 build on them.

Today we’re releasing SWE-1.5, the latest in our family of models optimized for software engineering. It is a frontier-size model with hundreds of billions of parameters that achieves near-SOTA coding performance. It also sets a new standard for speed: we partnered with Cerebras to serve it at up to 950 tok/s – 6x faster than Haiku 4.5 and 13x faster than Sonnet 4.5. SWE-1.5 is now available in Windsurf!

AI is making it easier to create personalized app experiences. The ML Kit GenAI Prompt API for Android enables developers to send natural language and multimodal requests to Gemini Nano to support custom, app-specific GenAI use cases. It allows developers to create unique features with complex data transformation.

Introducing Voice AI Agents on WhatsApp

WhatsApp has always been where customers start conversations. Now, with Synthflow, those conversations can continue seamlessly over calls — answered directly by Voice AI Agents.

Enterprises can finally manage WhatsApp calls with the same automation, analytics, and security as phones.

The result: faster resolutions, 24/7 coverage, and a unified system for every customer call, whether it starts on telephony or WhatsApp.

👨‍💻 Data Tools, Libraries

Automate Snowflake-to-HubSpot Data Flows: Snowflake Integration with HubSpot's Data Studio Now Available

Automatisch
The open source Zapier alternative. Build workflow automation without spending time and money.

MusicLM
Generating Music From Text.

precloud
An open source command line interface that runs checks on infrastructure as code to catch potential deployment issues before deploying. 

AI News:

OpenAI has introduced Aardvark, an autonomous AI agent built on GPT-5 that emulates a security researcher, continuously scanning codebases to detect, validate, and patch vulnerabilities. The tool is currently in private beta.Aardvark analyzes repositories, monitors commits, and proposes fixes using LLM reasoning rather than relying on program-analysis techniques such as fuzzing or software composition analysis.

Q4 is the perfect window to turn this year’s numbers into a clear, actionable forecast aligned with your goals. Set your business up for a stronger 2026 with BELAY’s new guide.

Canva introduced a series of AI upgrades, including the company’s own foundation model trained on design principles, a new Creative Operating System that generates fully editable designs, video editing upgrades, and more. The Canva Design Model understands structure and hierarchy to produce completely editable designs, with integration into ChatGPT, Claude, and Gemini.

Universal Music Group just settled its copyright lawsuit against AI music generator Udio and announced a new joint venture to launch a licensed AI music platform in 2026 — marking the first major deal of its kind for the industry. The deal includes a financial settlement and licensing for UMG's catalog, with the future platform allowing users to remix songs and create in artists' styles.

Figma has acquired Weavy, a Tel Aviv-based AI creative platform, to launch as "Figma Weave" and expand beyond traditional design into AI-powered image, video, animation, and VFX creation within its browser-based canvas.

Perplexity launched Patents, a free AI patent search tool that uses natural language queries to find relevant IP across databases, papers, and public repositories. Patents are the artifacts of an age-old process: humans turning curiosity and ingenuity into practical innovation to benefit their fellow citizens.

With Cash App, you can round up your spare change from everyday purchases, earn up to 4% interest,* and transfer money anytime—all without hidden fees.

AI Tutorial

How to turn AI research into slides in minutes

  • Run a deep research query in ChatGPT, Perplexity, or Gemini.

  • Copy the full output and paste it into ChatGPT with this prompt:

Sample Prompt: “Rewrite as a JSON file, preserving all style and structure elements.”

  • Paste the JSON back into ChatGPT and prompt: “Restructure this JSON for presentation slides.”

  • The AI will condense text into concise, slide-ready sections. Review for balance.

  • Copy the final JSON and open Gamma, Canva, or PowerPoint AI.

  • Create a new presentation, paste the JSON, and prompt: “Use this JSON to generate professional slides.”

  • Choose a theme that fits your brand.

  • Review slides for clarity and flow. Replace stock visuals with AI or branded images.

  • Adjust fonts, spacing, and colors as needed — then export and share.

You shouldn’t be. Get paid up to 2 days early and make your money go further with 4% interest on savings,* up to $200 in free overdraft coverage,** and more.

The AI Insights Every Decision Maker Needs

You control budgets, manage pipelines, and make decisions, but you still have trouble keeping up with everything going on in AI. If that sounds like you, don’t worry, you’re not alone – and The Deep View is here to help.

This free, 5-minute-long daily newsletter covers everything you need to know about AI. The biggest developments, the most pressing issues, and how companies from Google and Meta to the hottest startups are using it to reshape their businesses… it’s all broken down for you each and every morning into easy-to-digest snippets.

If you want to up your AI knowledge and stay on the forefront of the industry, you can subscribe to The Deep View right here (it’s free!). 

🔥Top AI tools to increase productivity: 

  1. Bard Pdf revolutionizes the way you interact with PDFs.

  2. SEOBy.ai helps you kickstart your marketing efforts and rank higher on search engines without spending a dime.

  3. ChatPaper is a specialized reading assistant crafted for researchers and professionals,

  4. Pact Monster uses AI for better meeting productivity

  5. Trolly AI: Revolutionizing SEO Content Creation with Advanced AI Technology.

  6. pre.dev accelerates idea to development.

  7. AskGPT extension enhances web browsers by providing AI-powered summaries and insights directly on web pages.

  8. Editby - Create content for your blog, newspaper, newsletter, press notes, social networks etc. with AI.

  9. Data Analyst AI connects Google Analytics with ChatGPT, delivering AI-powered eCommerce insights and automated weekly reports.

View our database of all the best AI tools for your needs: aitoolsup.com

Have cool resources to share? Submit AI tool

A.I. Generated Image of the Day

👀 Yellow Submarine

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